WiSeDB: A Learning-based Workload Management Advisor for Cloud Databases

Summary: WiSeDB: holistic workload management for cloud DBs—provisioning, placement, scheduling via decision-tree models. Adaptive offline-to-online learning adapts to stricter or looser goals with minimal retraining, enabling cost-aware batch and online scheduling. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11366
Venue: VLDB
Year: 2016
Pagerank: 7.3601267e-05
Overall Rank: 3,216 | 77.63%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Ryan Marcus
2. Olga Papaemmanouil

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
884	Plan-Structured Deep Neural Network Models for Query Performance Prediction	2019	VLDB	0.00015654004
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
3,429	Real-time Workload Pattern Analysis for Large-scale Cloud Databases	2023	VLDB	7.1010535e-05
4,593	Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift	2023	SIGMOD	6.0606891e-05
4,961	Releasing Cloud Databases from the Chains of Performance Prediction Models	2017	CIDR	5.7984657e-05
5,368	Fine-Grained Modeling and Optimization for Intelligent Resource Management in Big Data Processing	2022	VLDB	5.5457532e-05
5,451	NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning	2018	SIGMOD	5.5002949e-05
5,634	Intelligent Scaling in Amazon Redshift	2024	SIGMOD	5.4000904e-05
5,719	Survivability of Cloud Databases - Factors and Prediction	2018	SIGMOD	5.3550742e-05
5,832	Stage: Query Execution Time Prediction in Amazon Redshift	2024	SIGMOD	5.3111109e-05
6,775	A Unified Transferable Model for ML-Enhanced DBMS	2022	CIDR	4.9299192e-05
8,617	A Spark Optimizer for Adaptive, Fine-Grained Parameter Tuning	2024	VLDB	4.4846425e-05
8,956	T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees	2025	SIGMOD	4.4214154e-05
10,726	Improving DBMS Scheduling Decisions with Accurate Performance Prediction on Concurrent Queries	2025	VLDB	4.1945683e-05
10,932	Flux: Decoupled Auto-Scaling for Heterogeneous Query Workload in Alibaba AnalyticDB	2024	SIGMOD	4.1945683e-05
11,487	Toto - Benchmarking the Efficiency of a Cloud Service	2021	SIGMOD	4.1945683e-05
11,635	Automated Performance Management for the Big Data Stack	2019	CIDR	4.1945683e-05
11,668	Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud	2019	SIGMOD	4.1945683e-05
11,677	NashDB: Fragmentation, Replication, and Provisioning using Economic Methods	2019	VLDB	4.1945683e-05
11,817	Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud	2017	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
718	Performance Prediction for Concurrent Database Workloads	2011	SIGMOD	0.0001763106
1,385	SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service	2013	CIDR	0.00012261812
1,818	iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs	2011	VLDB	0.000104336
3,479	Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs	2013	SIGMOD	7.0539055e-05
3,809	Changing the Face of Database Cloud Services with Personalized Service Level Agreements	2015	CIDR	6.7409982e-05

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Overall Rank	Paper	Year	Venue	Pagerank
7,889	Cost-Intelligent Data Analytics in the Cloud	2024	CIDR	4.6253386e-05
3,522	ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases	2021	SIGMOD	7.0096727e-05
5,861	Machine Learning for Databases	2021	VLDB	5.298883e-05
514	An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning	2019	SIGMOD	0.0002124895
3,429	Real-time Workload Pattern Analysis for Large-scale Cloud Databases	2023	VLDB	7.1010535e-05
8,999	DBSeer: Pain-free Database Administration through Workload Intelligence	2015	VLDB	4.4117211e-05
3,076	Learning a Partitioning Advisor for Cloud Databases	2020	SIGMOD	7.6107677e-05
4,013	DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud	2013	CIDR	6.529956e-05
4,549	Database-Agnostic Workload Management	2019	CIDR	6.0926728e-05
4,961	Releasing Cloud Databases from the Chains of Performance Prediction Models	2017	CIDR	5.7984657e-05